AgentCompute
Server Details
Shared GPU beta: account API/MCP, task catalog, text, images and audio. Capacity varies.
- Status
- Healthy
- Uptime
- 100.0% over the last 24 hours
- Last Tested
- Transport
- Streamable HTTP · MCP 2025-11-25
- URL
- ChatGPT
- –
- Claude
- –
TDQS
Scored across 11 tools
The submit_* tools are clearly separated by task type (chat, image, agent, catalog, compute), but the read side is muddier: get_capability_catalog, get_compute_status, and get_service_status all answer 'is this available?' with overlapping-sounding descriptions. Likewise get_compute_job and get_studio_job both poll jobs, and the split between the 'compute' and 'studio' lineages (only explained inside individual descriptions) can lead to picking the wrong poller.
Every tool follows the same snake_case verb_noun pattern with get_ for reads and submit_ for job creation, and the noun reflects the resource/task type. No camelCase or mixed verb styles.
Eleven tools is well within a reasonable range for a multi-task compute/job platform, and each submit tool maps to a distinct workload. The five parallel submit_* variants plus three status/catalog reads is slightly heavy but justified by the breadth of task types.
The lifecycle is largely covered: catalog/status discovery, submission, polling, and image retrieval, with explicit expiry and retry/idempotency guidance. Gaps remain around job management—no list-jobs, cancel, or delete operations—so agents cannot enumerate or abort work, though core submit-and-retrieve workflows are intact.
Available Tools
11 toolsget_capability_catalogDiscover published task capabilitiesARead-onlyIdempotentInspect
Read the common published-service catalog, accepted output types, account requirement, submission/result tools and per-service live status paths. This is not a live availability claim. Experimental candidates are excluded. Check status before submission.
Inputs: no named parameters.
get_compute_jobRead a GPU job resultARead-onlyIdempotentInspect
Read a previously submitted job by job_id. Returns status, transcript, runtime and reference quality when complete. For queued or running jobs, wait poll_after_seconds before checking again. Failed or expired jobs are not successful results.
Inputs: job_id (required), access_token.
get_compute_statusCheck GPU availabilityBRead-onlyIdempotentInspect
Check prepared audio-provider and queue capacity. Languages and the exact profile are returned; audio availability is separate from Studio. Account daily limits are absent; anonymous-demo eligibility is reported separately. Returns availability, permitted task types, and limits. Does not start a job.
Inputs: no named parameters.
get_service_statusCheck chat, image and audio availabilityARead-onlyIdempotentInspect
Public live availability, model catalog, separate account and anonymous-demo limits and polling guidance. No token required. Check before submitting; an offline GPU cannot execute work.
Inputs: no named parameters.
get_studio_imageRetrieve your generated PNGARead-onlyIdempotentInspect
Return the completed image as an MCP image content block. Requires the same token/identity that submitted the job. Images expire after 24 hours from submission; download before expiry.
Inputs: job_id (required), access_token.
get_studio_jobRead a Studio task statusARead-onlyIdempotentInspect
Read your own chat, image, agent, catalog or coordinated-analysis job. Includes partial text while running, final text or image availability, GPU runtime and server timings. Wait poll_after_seconds between checks; stop on succeeded, failed or expired. Does not create or retry work.
Inputs: job_id (required), access_token.
submit_agent_jobDelegate a task with approved toolsAIdempotentInspect
Experimental local worker agent. Version 1 reads supplied documents. Set agent_task.version=2 for decimal calculations, CSV preview/filter/numeric sort/summary/group sums, and TXT/Markdown/CSV/JSON files using approved local CPU/RAM functions. Check services.agent_tools for version 2. Up to eight tool calls, eight optional documents, 24000 input characters and three files (16000 bytes each, 24000 bytes total). Set required_artifacts to exact filenames to require delivery. Version 3 requires services.agent_web and adds public HTTPS page reading and web search, with source URLs. No JavaScript browsing, logins, VM, arbitrary code or shell. Search availability and website access can vary. File contents are returned in result.agent_result.artifacts. Quotes are matched; tool outputs and factual correctness are not independently verified. Account authentication, concurrency and per-job limits apply. Poll get_studio_job.
Inputs: consent (required), agent_task (required), idempotency_key (required), access_token.
submit_catalog_jobExtract a public catalogAIdempotentInspect
Experimental structured extraction from one to six nonconfidential product records supplied as text. No URL fetching or OCR. Check catalog_extraction.available first. One task unit, bounded retries; retain idempotency_key. Output includes JSON/CSV with source quotes and null for missing data. Schema and source matching are checked, semantic correctness is not guaranteed. Poll get_studio_job.
Inputs: consent (required), extraction (required), idempotency_key (required), access_token.
submit_chat_jobGenerate text on the GPUAIdempotentInspect
Default routing fairly rotates compatible idle providers. Optional parallel:{parts:2|3,objective,documents} splits document analysis and returns one synthesized result under the same job ID. Each part and synthesis count toward quotas. Otherwise provide messages. Routing fastest requires comparable configured benchmarks; lowest_cost uses configured prices, with fair fallback when metrics are unknown. No payment. Queue a free text task: draft, summarize, extract, translate text, reason or assist with code. No code is executed. Provide user/assistant messages, explicit consent for nonconfidential permitted content, and a stable idempotency key. Returns immediately with a job ID. Poll get_studio_job. Uses the configured local model, no external AI fallback.
Inputs: consent (required), idempotency_key (required), routing, messages, +2 more.
submit_compute_jobSubmit an audio transcription jobAIdempotentInspect
Beta users must supply their uploaded asset_id and kind compute_job. No accuracy guarantee is made for uploaded files. Owner legacy calls can queue the fixed synthetic benchmark. compute_job returns a transcript; delegated_task additionally requires word error rate at most 10% against the known reference. Returns a job_id to poll with get_compute_job. No payment is charged. Reuse the same idempotency_key for retries, and use a new key only for a new job.
Inputs: kind (required), idempotency_key (required), asset_id, access_token.
submit_image_jobGenerate an image on the GPUAIdempotentInspect
Queue a free text-to-image task from a complete scene description. Each task is independent, not an edit of a previous image. Returns a job ID; poll get_studio_job then get_studio_image for the PNG. Configured model and size appear in service status/results. No external AI fallback.
Inputs: prompt (required), consent (required), idempotency_key (required), access_token.
Tool Schema Changelog
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Related MCP Connectors
GPU compute for agents: run commands on an L4/A100/H100, watch logs, billed per second.
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